LENSA
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.

4 General graphs
4.1 human resources indestry’s yearly new recruit count
4.2 lensa’s workforce status over the years
5 Workforce sample
5.1 Adrienn Herendi
Job title: Content writer
Associated: True
Socials: https://linkedin.com/in/adrienn-herendi-738813a0 | https://facebook.com/adrienn.herendi
5.1.1 Adrienn Herendi’s working period at lensa
5.1.2 Gantt plot of Adrienn Herendi’s experience
5.2 Amalia Arrazola
Job title: Operaria de planta
Associated: False
Socials: https://linkedin.com/in/amalia-boluda-arrazola-a0127053
5.2.1 Amalia Arrazola’s working period at lensa
5.2.2 Gantt plot of Amalia Arrazola’s experience
5.3 Anar Aliev
Job title: Account executive
Associated: True
Socials: https://linkedin.com/in/anar-aliev-97399b38
5.3.1 Anar Aliev’s working period at lensa
5.3.2 Gantt plot of Anar Aliev’s experience
5.4 Aniko Jori-Molnar
Job title: Copywriter and content editor
Associated: False
Socials: https://linkedin.com/in/aniko-jori-molnar-05b3256 | https://twitter.com/jmaniko | https://linkedin.com/in/jorimolnar
5.4.1 Aniko Jori-Molnar’s working period at lensa
5.4.2 Gantt plot of Aniko Jori-Molnar’s experience
5.5 Benjamin Gardner
Job title: Career advocate
Associated: True
Socials: https://linkedin.com/in/benjamin-gardner-2b42481a0
5.5.1 Benjamin Gardner’s working period at lensa
5.5.2 Gantt plot of Benjamin Gardner’s experience
5.6 Billy Orndorff
Job title: Director, business development
Associated: True
Socials: https://linkedin.com/in/billy-orndorff-1627a723 | https://linkedin.com/in/billyorndorff
5.6.1 Billy Orndorff’s working period at lensa
5.6.2 Gantt plot of Billy Orndorff’s experience
5.7 Carlos Ortiz
Job title: Director de arte
Associated: False
Socials: https://linkedin.com/in/viralart
5.7.1 Carlos Ortiz’s working period at lensa
5.7.2 Gantt plot of Carlos Ortiz’s experience
5.8 Daniel Gonci
Job title: Head of product
Associated: False
Socials: https://linkedin.com/in/danielgonci
5.8.1 Daniel Gonci’s working period at lensa
5.8.2 Gantt plot of Daniel Gonci’s experience
5.9 Dorottya Farkas
Job title: Trainee
Associated: False
Socials: https://linkedin.com/in/dorottya-farkas-642708100
5.9.1 Dorottya Farkas’s working period at lensa
5.9.2 Gantt plot of Dorottya Farkas’s experience
5.10 Eddie Smith
Job title: Forklift driver
Associated: True
Socials: https://linkedin.com/in/eddie-smith-467531135
5.10.1 Eddie Smith’s working period at lensa
5.10.2 Gantt plot of Eddie Smith’s experience
5.11 Emese Wesztermayer
Job title: Support lead
Associated: True
Socials: https://linkedin.com/in/emese-wesztermayer
5.11.1 Emese Wesztermayer’s working period at lensa
5.11.2 Gantt plot of Emese Wesztermayer’s experience
5.12 Gergely Csécsey
Job title: Full stack developer
Associated: False
Socials: https://linkedin.com/in/gcsecsey
5.12.1 Gergely Csécsey’s working period at lensa
5.12.2 Gantt plot of Gergely Csécsey’s experience
5.13 Gergo Belinszky
Job title: Scrum master
Associated: True
Socials: https://linkedin.com/in/gergobelinszky | https://linkedin.com/in/gergo-belinszky-70532448 | https://youtube.com/user/gbelinszky | https://facebook.com/gergo.belinszky | https://github.com/kicsig
5.13.1 Gergo Belinszky’s working period at lensa
5.13.2 Gantt plot of Gergo Belinszky’s experience
5.14 Gianfranco Calapà
Job title: Optometrista
Associated: True
Socials: https://linkedin.com/in/gianfranco-calapà-594501179
5.14.1 Gianfranco Calapà’s working period at lensa
5.14.2 Gantt plot of Gianfranco Calapà’s experience
5.15 Grace Laniado
Job title: Gerente
Associated: True
Socials: https://linkedin.com/in/grace-mariola-laniado-12b2a366
5.15.1 Grace Laniado’s working period at lensa
5.15.2 Gantt plot of Grace Laniado’s experience
5.16 Iyan Ruhyana
Job title: Penjangkau lapangan
Associated: True
Socials: https://linkedin.com/in/iyan-ruhyana-8b534b161
5.16.1 Iyan Ruhyana’s working period at lensa
5.16.2 Gantt plot of Iyan Ruhyana’s experience
5.17 Jonathan Reyes
Job title: Career advocate
Associated: True
Socials: https://linkedin.com/in/jonathan-reyes-909b22111
5.17.1 Jonathan Reyes’s working period at lensa
5.17.2 Gantt plot of Jonathan Reyes’s experience
5.18 Krisztian Szilagyi
Job title: User experience designer
Associated: True
Socials: https://linkedin.com/in/krisztiansz | https://linkedin.com/in/pegazoo
5.18.1 Krisztian Szilagyi’s working period at lensa
5.18.2 Gantt plot of Krisztian Szilagyi’s experience
5.19 Krisztián Fekete
Job title: Software engineer
Associated: True
Socials: https://github.com/e3krisztian | https://linkedin.com/in/krisztián-fekete-0a208313 | https://linkedin.com/in/krisztiã¡n-fekete-0a208313
5.19.1 Krisztián Fekete’s working period at lensa
5.19.2 Gantt plot of Krisztián Fekete’s experience
5.20 Lilla Berky
Job title: Agile coach
Associated: True
Socials: https://linkedin.com/in/lilla-berky | https://linkedin.com/in/lilla-berky-7110b4124
5.20.1 Lilla Berky’s working period at lensa
5.20.2 Gantt plot of Lilla Berky’s experience
5.21 Madalina Iftinoiu
Job title: Retail manager
Associated: True
Socials: https://linkedin.com/in/madalina-iftinoiu-67946643
5.21.1 Madalina Iftinoiu’s working period at lensa
5.21.2 Gantt plot of Madalina Iftinoiu’s experience
5.22 Marcelo Sepúlveda
Job title: Analista financiero contable
Associated: False
Socials: https://linkedin.com/in/marcelosepulveda-682558186
5.22.1 Marcelo Sepúlveda’s working period at lensa
5.22.2 Gantt plot of Marcelo Sepúlveda’s experience
5.23 Nagy István
Job title: Frontend developer
Associated: False
Socials: https://linkedin.com/in/nagy-istván-02593770
5.23.1 Nagy István’s working period at lensa
5.23.2 Gantt plot of Nagy István’s experience
5.24 Olivia Kerkuska
Job title: Human resources manager
Associated: True
Socials: https://linkedin.com/in/olivia-kerkuska-34a5b732 | https://linkedin.com/in/oliviakerkuska
5.24.1 Olivia Kerkuska’s working period at lensa
5.24.2 Gantt plot of Olivia Kerkuska’s experience
5.25 Peter Bojtos
Job title: Product owner
Associated: True
Socials: https://linkedin.com/in/peter-bojtos-b8732829 | https://linkedin.com/in/bojtospeter | https://stackoverflow.com/users/897079 | https://github.com/bojtospeter | https://linkedin.com/in/peter-bojtos-90193332
5.25.1 Peter Bojtos’s working period at lensa
5.25.2 Gantt plot of Peter Bojtos’s experience
5.26 Rita Tóth
Job title: Psychologist
Associated: False
Socials: https://linkedin.com/in/ritatoth03
5.26.1 Rita Tóth’s working period at lensa
5.26.2 Gantt plot of Rita Tóth’s experience
5.27 Sebestyén László
Job title: Business expert
Associated: True
Socials: https://linkedin.com/in/sebestyenlaszlo
5.27.1 Sebestyén László’s working period at lensa
5.27.2 Gantt plot of Sebestyén László’s experience
5.28 Siobhan Rooney
Job title: Finance and client relations manager
Associated: True
Socials: https://linkedin.com/in/rooneysiobhan
5.28.1 Siobhan Rooney’s working period at lensa
5.28.2 Gantt plot of Siobhan Rooney’s experience
5.29 Sophie Hayes
Job title: Career advocate
Associated: True
Socials: https://linkedin.com/in/sophie-hayes-42083719b
5.29.1 Sophie Hayes’s working period at lensa
5.29.2 Gantt plot of Sophie Hayes’s experience
5.30 Stephen Schaffer
Job title: Director, recruitment advertising
Associated: False
Socials: https://linkedin.com/in/stephen-schaffer-6aaa2643 | https://linkedin.com/in/stephen-schaffer-38021a43
5.30.1 Stephen Schaffer’s working period at lensa
5.30.2 Gantt plot of Stephen Schaffer’s experience
5.31 Sw Cho
Job title: Í ì
Associated: True
Socials: https://linkedin.com/in/sw-cho-832054179
5.31.1 Sw Cho’s working period at lensa
5.31.2 Gantt plot of Sw Cho’s experience
5.32 Ujvári Péter
Job title: Senior software developer
Associated: True
Socials: https://linkedin.com/in/ujvári-péter-50869037 | https://linkedin.com/in/peterujvari
5.32.1 Ujvári Péter’s working period at lensa
5.32.2 Gantt plot of Ujvári Péter’s experience
5.33 Zsofia Karetka
Job title: Content writer
Associated: True
Socials: https://linkedin.com/in/zsofia-karetka-a2172a127